Deepfakes, synthetic media that replicates human appearances and voices with unnerving realism, pose a significant threat to credibility. As deepfake technology evolves at a accelerated pace, the need for advanced detection software becomes imperative. These sophisticated systems utilize complex algorithms to identify subtle anomalies in both visu